Described herein are antibodies that specifically bind ganglioside GD2. Also described are nucleotides encoding such antibodies, cells expressing such antibodies, methods of use for such antibodies, and methods for using the antibodies to treat diseases associated with ganglioside GD2. In addition, tissue culture media supplements are described as are methods of use for the supplements. Described herein are albumin-ganglioside conjugates and corresponding methods for producing such conjugates. Methods of purifying or isolating antibodies are also described.